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Semantic Segmentation

467 papers with code · Computer Vision

The idea of semantic segmentation is to recognize and understand what is in an image at the pixel-level.

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Latest papers with code

DiCENet: Dimension-wise Convolutions for Efficient Networks

8 Jun 2019sacmehta/EdgeNets

Our model shows significant improvements over state-of-the-art models across various visual recognition tasks, including image classification, object detection, and semantic segmentation.

IMAGE CLASSIFICATION REAL-TIME OBJECT DETECTION REAL-TIME SEMANTIC SEGMENTATION

61
08 Jun 2019

Multi-scale guided attention for medical image segmentation

7 Jun 2019sinAshish/Multi-Scale-Attention

In this paper we attempt to overcome these limitations with the proposed architecture, by capturing richer contextual dependencies based on the use of guided self-attention mechanisms.

DEEP ATTENTION MEDICAL IMAGE SEGMENTATION SEMANTIC SEGMENTATION

19
07 Jun 2019

Handling Inter-Annotator Agreement for Automated Skin Lesion Segmentation

6 Jun 2019vribeiro1/skin-lesion-segmentation-agreement

We also evaluate how conditioning the ground truths using different (but very simple) algorithms may help to enhance agreement and may be appropriate for some use cases.

LESION SEGMENTATION SEMANTIC SEGMENTATION

0
06 Jun 2019

Learning Shape Representation on Sparse Point Clouds for Volumetric Image Segmentation

5 Jun 2019fabianbalsiger/point-cloud-segmentation-miccai2019

By synthetic experiments, we further show the capability of our approach in learning an explicit anatomical shape representation.

SEMANTIC SEGMENTATION

0
05 Jun 2019

Learning Object Bounding Boxes for 3D Instance Segmentation on Point Clouds

4 Jun 2019Yang7879/3D-BoNet

The framework directly regresses 3D bounding boxes for all instances in a point cloud, while simultaneously predicting a point-level mask for each instance.

3D INSTANCE SEGMENTATION SEMANTIC SEGMENTATION

49
04 Jun 2019

Evaluating Scalable Bayesian Deep Learning Methods for Robust Computer Vision

4 Jun 2019fregu856/evaluating_bdl

We therefore accept this task and propose an evaluation framework for predictive uncertainty estimation that is specifically designed to test the robustness required in real-world computer vision applications.

DEPTH COMPLETION SEMANTIC SEGMENTATION

35
04 Jun 2019

Learning Unsupervised Video Object Segmentation Through Visual Attention

CVPR 2019 wenguanwang/AGS

This paper conducts a systematic study on the role of visual attention in Unsupervised Video Object Segmentation (UVOS) tasks.

SEMANTIC SEGMENTATION UNSUPERVISED VIDEO OBJECT SEGMENTATION VIDEO SEMANTIC SEGMENTATION

110
01 Jun 2019

In Defense of Pre-Trained ImageNet Architectures for Real-Time Semantic Segmentation of Road-Driving Images

CVPR 2019 orsic/swiftnet

Recent success of semantic segmentation approaches on demanding road driving datasets has spurred interest in many related application fields.

REAL-TIME SEMANTIC SEGMENTATION

93
01 Jun 2019

Elastic Boundary Projection for 3D Medical Image Segmentation

CVPR 2019 twni2016/EBP

The key observation is that, although the object is a 3D volume, what we really need in segmentation is to find its boundary which is a 2D surface.

MEDICAL IMAGE SEGMENTATION SEMANTIC SEGMENTATION

20
01 Jun 2019

PointWeb: Enhancing Local Neighborhood Features for Point Cloud Processing

CVPR 2019 hszhao/PointWeb

Unlike previous work, we densely connect each point with every other in a local neighborhood, aiming to specify feature of each point based on the local region characteristics for better representing the region.

SEMANTIC SEGMENTATION

10
01 Jun 2019